This article contains case-studies illustrating the benefits of implementing workflows with CoRC. Example code to get started can be found in the tutorial articles on model entitiy management, task management and model building.

Initial Setup

library(tidyverse)
library(parallel)
library(CoRC)

# helper to run tasks in parallel on all cores
mapInParallel <- function(data, fun, ..., .prep = {}) {
  cl <- makeCluster(detectCores())
  clusterCall(cl = cl, fun = eval, .prep, env = .GlobalEnv)
  result <- parLapplyLB(cl = cl, X = data, fun = as_mapper(fun), ..., chunk.size = 50)
  stopCluster(cl)
  result
}

3D Trajectory Plot of a Calcium Model

This example loads the Kummer2000 - Oscillations in Calcium Signalling model. The model has 3 species which oscillate. These oscialltions can be visualized as a trajectory through a 3D space. The example does this once in a deterministic and once in a stochatic fashion.

Statistics of Repeated Stochastic Simulations

This implements an example from the Condor-COPASI paper. The example illustrates advantages of parallel processing.

# Run 1000 stochastic time series possibly in parallel
loadModel("https://raw.githubusercontent.com/copasi/condor-copasi/master/examples/stochastic_test.cps")
#> # A COPASI model reference:
#> Model name: "Kummer calcium model"
#> Number of compartments: 1
#> Number of species: 3
#> Number of reactions: 8

# timeseries <- 1:1000 %>% map(~ runTimeCourse()$result)
timeseries <-
  # Defines parallel evaluation:
  mapInParallel(
    # perpare worker (.prep),
    .prep = quote({
      library(CoRC)
      loadModel("https://raw.githubusercontent.com/copasi/condor-copasi/master/examples/stochastic_test.cps")
      setTimeCourseSettings(method = list(method = "directMethod", use_random_seed = T))
    }),
    # iteration data (1000 random seeds) is given as .x to iteration formula,
    1:1000,
    # iteration code (formula ~)
    ~ runTimeCourse(method = list(random_seed = .x))$result
  )

# Combine all results and reshape the data
plotdata <-
  timeseries %>%
  bind_rows() %>%
  group_by(Time) %>%
  # calculate mean and sd for all time points
  summarise_all(funs(mean, sd)) %>%
  # gather all values so the column "name" identifies "a_mean", "b_sd" etc.
  gather("name", "value", -Time) %>%
  # split up information on species (a,b,c) and type of value (mean, sd)
  separate(name, c("species", "type"), "_") %>%
  spread(type, value)

print(plotdata, n = 6)
#> # A tibble: 2,403 x 4
#>    Time species  mean    sd
#>   <dbl> <chr>   <dbl> <dbl>
#> 1  0    a        8.00 0    
#> 2  0    b        8.00 0    
#> 3  0    c        8.00 0    
#> 4  0.05 a        7.06 0.249
#> 5  0.05 b        8.12 0.117
#> 6  0.05 c        5.60 0.442
#> # … with 2,397 more rows

plot <-
  ggplot(data = plotdata, aes(x = Time, y = mean, group = species, tt_sd = sd)) +
  geom_ribbon(aes(ymin = mean - sd, ymax = mean + sd, fill = species), alpha = 1 / 4) +
  geom_line(aes(color = species)) +
  guides(fill = "none") +
  labs(
    x = paste0("Time (", getTimeUnit(), ")"),
    y = paste0("Concentration (", getQuantityUnit(), ")"),
    color = "Species"
  )

unloadModel()

plotly::ggplotly(plot, tooltip = c("group", "x", "y", "tt_sd"))

Parameter Scan

2D Scan Over the Cartesian Product of Two Species Concentration Vectors

This implements an example from the Mendes2009 paper on COPASI use cases.

2D Scan over Random Concentrations of Two Species

This implements an example from the Mendes2009 paper on COPASI use cases. It is in many ways similar to the previous example but is written to run parallelized.

loadSBML("https://www.ebi.ac.uk/biomodels-main/download?mid=BIOMD0000000068")
#> # A COPASI model reference:
#> Model name: "Curien2003_MetThr_synthesis"
#> Number of compartments: 1
#> Number of species: 9
#> Number of reactions: 3

# 10000 repeats of steady state task with random cysteine and adomed
scan <-
  # Defines parallel evaluation:
  mapInParallel(
    # perpare worker (.prep),
    .prep = quote({
      library(CoRC)
      loadSBML("https://www.ebi.ac.uk/biomodels-main/download?mid=BIOMD0000000068")
      setSteadyStateSettings(calculate_jacobian = FALSE, perform_stability_analysis = FALSE)
    }),
    # iteration data (10000 random seeds) is given as .x to iteration formula,
    1:10000,
    # iteration code (formula ~)
    ~ {
      set.seed(.x)
      cysteine <- 0.3 * 10 ^ runif(1L, min = 0, max = 3)
      adomed <- runif(1L, min = 0, max = 100)
      setSpecies(
        key = c("Cysteine", "adenosyl"),
        initial_concentration = c(cysteine, adomed)
      )
      ss <- runSteadyState()
      stopifnot(ss$result == "found")
      list(
        cysteine = cysteine,
        adomed = adomed,
        CGS = ss$reactions$flux[2],
        TS = ss$reactions$flux[3]
      )
    }
  )

# Combine all results and reshape the data
plotdata <-
  scan %>%
  bind_rows() %>%
  gather("reaction", "flux", CGS, TS)

plot <-
  ggplot(data = plotdata, aes(x = adomed, y = flux, group = reaction, tt_cys = cysteine)) +
  geom_point(aes(color = reaction), alpha = 1 / 10, size = 3 / 4) +
  labs(
    x = paste0("Adomed (", getQuantityUnit(), ")"),
    y = paste0("Flux (", getQuantityUnit(), " / ", getTimeUnit(), ")"),
    color = "Species"
  )

unloadModel()

plotly::ggplotly(plot, tooltip = c("tt_cys", "x", "y"))

Parameter Estimation

This implements an example from the Mendes2009 paper on COPASI use cases.

loadSBML("http://www.ebi.ac.uk/biomodels-main/download?mid=BIOMD0000000010")
#> # A COPASI model reference:
#> Model name: "Kholodenko2000 - Ultrasensitivity and negative feedback bring oscillations in MAPK cascade"
#> Number of compartments: 1
#> Number of species: 8
#> Number of reactions: 10

# get timeseries for the record
data_before <-
  runTimeCourse(1000, 1)$result %>%
  set_tidy_names(TRUE)

# read experimental data
data_experimental <-
  read_tsv("data/MAPKdata.txt") %>%
  rename(Time = time, "Mos-P" = "MAPKKK-P", "Erk2-P" = "MAPK-P") %>%
  set_tidy_names(TRUE)

# define the experiments for COPASI
fit_experiments <- defineExperiments(
  data = data_experimental,
  type = c("time", "dependent", "dependent"),
  mapping = c(NA, "{[Mos-P]}", "{[Erk2-P]}"),
  weight_method = "mean_square"
)

# define the parameters for COPASI
fit_parameters <-
  map(
    parameter_strict(regex(c("V1$", "V2$", "V5$", "V6$", "V9$", "V10$"))),
    ~ {
      val <- getParameters(.x)$value
      defineParameterEstimationParameter(parameter(.x, "Value"), start_value = val, lower_bound = val * 0.1, upper_bound = val * 1.9)
    }
  )

result <-
  runParameterEstimation(
    parameters = fit_parameters,
    experiments = fit_experiments,
    method = list(
      method = "LevenbergMarquardt",
      log_verbosity = 2
    ),
    update_model = TRUE
  )

# get timeseries for the record
data_after <-
  runTimeCourse(1000, 1)$result %>%
  set_tidy_names(TRUE)

plots <- list(
  Erk2.P =
    ggplot(mapping = aes(x = Time, y = Erk2.P)) +
    geom_point(data = data_experimental, aes(color = "experimental")) +
    geom_line(data = data_before, aes(color = "before")) +
    geom_line(data = data_after, aes(color = "after")) +
    scale_color_manual(values = c(before = "red", after = "green", experimental = "black")) +
    labs(
      x = paste0("Time (", getTimeUnit(), ")"),
      y = paste0("Erk2-P (", getQuantityUnit(), ")"),
      color = "Series"
    ),
  Mos.P =
    ggplot(mapping = aes(x = Time, y = Mos.P)) +
    geom_point(data = data_experimental, aes(color = "experimental")) +
    geom_line(data = data_before, aes(color = "before")) +
    geom_line(data = data_after, aes(color = "after")) +
    scale_color_manual(values = c(before = "red", after = "green", experimental = "black")) +
    labs(
      x = paste0("Time (", getTimeUnit(), ")"),
      y = paste0("Mos-P (", getQuantityUnit(), ")"),
      color = "Series"
    )
)

unloadModel()

result$fitted_values
#> # A tibble: 2 x 5
#>   fitted_value objective_value root_mean_square error_mean error_mean_std_…
#>   <chr>                  <dbl>            <dbl>      <dbl>            <dbl>
#> 1 [Erk2-P]                10.0             1.06      0.338            1.000
#> 2 [Mos-P]                 25.6             1.69     -0.282            1.66
result$parameters
#> # A tibble: 6 x 8
#>   parameter lower_bound start_value value upper_bound std_deviation
#>   <chr>           <dbl>       <dbl> <dbl>       <dbl>         <dbl>
#> 1 (MAPKKK …       0.25        2.47  2.47        4.75        0.140  
#> 2 (MAPKKK …       0.025       0.247 0.247       0.475       0.00831
#> 3 (dephosp…       0.075       0.886 0.886       1.42        0.260  
#> 4 (dephosp…       0.075       1.42  1.42        1.42        0.708  
#> 5 (dephosp…       0.05        0.721 0.721       0.95        0.0800 
#> 6 (dephosp…       0.05        0.700 0.700       0.95        0.0956 
#> # … with 2 more variables: coeff_of_variation <dbl>, gradient <dbl>
result$protocol
#> [1] "2019-10-06T18:40:59: Levenberg-Marquardt algorithm started\nFor more information about this method see: http://copasi.org/Support/User_Manual/Methods/Optimization_Methods/Levenberg_-_Marquardt/\n\n2019-10-06T18:40:59: niter=0, f=71.7571, fbest=209.016\nposition: x[0]=2.5206 x[1]=0.248088 x[2]=0.943894 x[3]=1.13126 x[4]=0.503919 x[5]=0.523434 \n\n2019-10-06T18:40:59: niter=1, f=49.4881, fbest=71.7571\nposition: x[0]=2.57364 x[1]=0.249004 x[2]=1.01966 x[3]=1.36379 x[4]=0.536481 x[5]=0.516296 \n\n2019-10-06T18:40:59: niter=2, f=44.6028, fbest=49.4881\nposition: x[0]=2.59702 x[1]=0.247241 x[2]=0.988394 x[3]=1.425 x[4]=0.560413 x[5]=0.532917 \n\n2019-10-06T18:40:59: niter=3, f=43.3449, fbest=44.6028\nposition: x[0]=2.58041 x[1]=0.24701 x[2]=0.935415 x[3]=1.425 x[4]=0.593298 x[5]=0.562882 \n\n2019-10-06T18:40:59: niter=4, f=50.5168, fbest=43.3449\nposition: x[0]=2.55981 x[1]=0.249147 x[2]=0.846768 x[3]=1.425 x[4]=0.638415 x[5]=0.599686 \n\n2019-10-06T18:40:59: Iteration 3: Restarting iteration with increased lambda.\nLambda = 0.25\n\n2019-10-06T18:40:59: niter=4, f=42.1295, fbest=43.3449\nposition: x[0]=2.5656 x[1]=0.247954 x[2]=0.929183 x[3]=1.425 x[4]=0.60886 x[5]=0.575299 \n\n2019-10-06T18:40:59: niter=5, f=43.1116, fbest=42.1295\nposition: x[0]=2.55183 x[1]=0.248247 x[2]=0.891444 x[3]=1.425 x[4]=0.632657 x[5]=0.597813 \n\n2019-10-06T18:40:59: Iteration 4: Restarting iteration with increased lambda.\nLambda = 0.5\n\n2019-10-06T18:40:59: niter=5, f=40.7594, fbest=42.1295\nposition: x[0]=2.55548 x[1]=0.24786 x[2]=0.932914 x[3]=1.425 x[4]=0.615151 x[5]=0.583731 \n\n2019-10-06T18:40:59: niter=6, f=40.4293, fbest=40.7594\nposition: x[0]=2.54754 x[1]=0.247697 x[2]=0.918694 x[3]=1.425 x[4]=0.628037 x[5]=0.596109 \n\n2019-10-06T18:40:59: niter=7, f=42.1159, fbest=40.4293\nposition: x[0]=2.53877 x[1]=0.248171 x[2]=0.88162 x[3]=1.425 x[4]=0.648928 x[5]=0.614466 \n\n2019-10-06T18:40:59: Iteration 6: Restarting iteration with increased lambda.\nLambda = 0.5\n\n2019-10-06T18:40:59: niter=7, f=39.4436, fbest=40.4293\nposition: x[0]=2.5396 x[1]=0.247698 x[2]=0.922007 x[3]=1.425 x[4]=0.633756 x[5]=0.603074 \n\n2019-10-06T18:40:59: niter=8, f=39.4214, fbest=39.4436\nposition: x[0]=2.53386 x[1]=0.247622 x[2]=0.908178 x[3]=1.425 x[4]=0.644909 x[5]=0.613396 \n\n2019-10-06T18:40:59: niter=9, f=41.5434, fbest=39.4214\nposition: x[0]=2.52853 x[1]=0.248163 x[2]=0.872313 x[3]=1.425 x[4]=0.662698 x[5]=0.628496 \n\n2019-10-06T18:40:59: Iteration 8: Restarting iteration with increased lambda.\nLambda = 0.5\n\n2019-10-06T18:40:59: niter=9, f=38.5599, fbest=39.4214\nposition: x[0]=2.52697 x[1]=0.247638 x[2]=0.911788 x[3]=1.425 x[4]=0.649687 x[5]=0.619496 \n\n2019-10-06T18:40:59: niter=10, f=38.7391, fbest=38.5599\nposition: x[0]=2.52297 x[1]=0.247598 x[2]=0.898697 x[3]=1.425 x[4]=0.659214 x[5]=0.628124 \n\n2019-10-06T18:40:59: Iteration 9: Restarting iteration with increased lambda.\nLambda = 1\n\n2019-10-06T18:40:59: niter=10, f=38.0053, fbest=38.5599\nposition: x[0]=2.52225 x[1]=0.247522 x[2]=0.916146 x[3]=1.425 x[4]=0.651626 x[5]=0.623272 \n\n2019-10-06T18:40:59: niter=11, f=37.8546, fbest=38.0053\nposition: x[0]=2.52 x[1]=0.247339 x[2]=0.912585 x[3]=1.425 x[4]=0.656756 x[5]=0.627992 \n\n2019-10-06T18:40:59: niter=12, f=38.2415, fbest=37.8546\nposition: x[0]=2.51732 x[1]=0.247423 x[2]=0.896866 x[3]=1.425 x[4]=0.665834 x[5]=0.635398 \n\n2019-10-06T18:40:59: Iteration 11: Restarting iteration with increased lambda.\nLambda = 1\n\n2019-10-06T18:40:59: niter=12, f=37.5413, fbest=37.8546\nposition: x[0]=2.5164 x[1]=0.247286 x[2]=0.914802 x[3]=1.425 x[4]=0.6588 x[5]=0.631078 \n\n2019-10-06T18:40:59: niter=13, f=37.4813, fbest=37.5413\nposition: x[0]=2.51456 x[1]=0.247197 x[2]=0.909966 x[3]=1.425 x[4]=0.663595 x[5]=0.6352 \n\n2019-10-06T18:40:59: niter=14, f=37.9472, fbest=37.4813\nposition: x[0]=2.51256 x[1]=0.247359 x[2]=0.893652 x[3]=1.425 x[4]=0.671951 x[5]=0.641806 \n\n2019-10-06T18:40:59: Iteration 13: Restarting iteration with increased lambda.\nLambda = 1\n\n2019-10-06T18:40:59: niter=14, f=37.2252, fbest=37.4813\nposition: x[0]=2.51124 x[1]=0.247182 x[2]=0.911634 x[3]=1.425 x[4]=0.665465 x[5]=0.638009 \n\n2019-10-06T18:40:59: niter=15, f=37.2097, fbest=37.2252\nposition: x[0]=2.50974 x[1]=0.247135 x[2]=0.906465 x[3]=1.425 x[4]=0.669875 x[5]=0.641722 \n\n2019-10-06T18:40:59: niter=16, f=37.6883, fbest=37.2097\nposition: x[0]=2.50901 x[1]=0.247416 x[2]=0.89074 x[3]=1.425 x[4]=0.678101 x[5]=0.648203 \n\n2019-10-06T18:40:59: Iteration 15: Restarting iteration with increased lambda.\nLambda = 1\n\n2019-10-06T18:40:59: niter=16, f=36.975, fbest=37.2097\nposition: x[0]=2.50705 x[1]=0.247139 x[2]=0.908182 x[3]=1.425 x[4]=0.671705 x[5]=0.644478 \n\n2019-10-06T18:40:59: niter=17, f=36.9886, fbest=36.975\nposition: x[0]=2.50568 x[1]=0.24711 x[2]=0.902914 x[3]=1.425 x[4]=0.675712 x[5]=0.647846 \n\n2019-10-06T18:40:59: Iteration 16: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:40:59: niter=17, f=36.8312, fbest=36.975\nposition: x[0]=2.50481 x[1]=0.247112 x[2]=0.909971 x[3]=1.425 x[4]=0.672343 x[5]=0.646083 \n\n2019-10-06T18:40:59: niter=18, f=36.7961, fbest=36.8312\nposition: x[0]=2.50616 x[1]=0.247078 x[2]=0.908384 x[3]=1.425 x[4]=0.674295 x[5]=0.648136 \n\n2019-10-06T18:40:59: niter=19, f=36.8429, fbest=36.7961\nposition: x[0]=2.50419 x[1]=0.247077 x[2]=0.902261 x[3]=1.425 x[4]=0.678987 x[5]=0.651331 \n\n2019-10-06T18:40:59: Iteration 18: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:40:59: niter=19, f=36.6951, fbest=36.7961\nposition: x[0]=2.50404 x[1]=0.247064 x[2]=0.909606 x[3]=1.425 x[4]=0.67523 x[5]=0.649531 \n\n2019-10-06T18:40:59: niter=20, f=36.652, fbest=36.6951\nposition: x[0]=2.50293 x[1]=0.247005 x[2]=0.908094 x[3]=1.425 x[4]=0.677252 x[5]=0.65123 \n\n2019-10-06T18:40:59: niter=21, f=36.733, fbest=36.652\nposition: x[0]=2.50211 x[1]=0.247012 x[2]=0.901184 x[3]=1.425 x[4]=0.681109 x[5]=0.653899 \n\n2019-10-06T18:40:59: Iteration 20: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:40:59: niter=21, f=36.5789, fbest=36.652\nposition: x[0]=2.50131 x[1]=0.246988 x[2]=0.908816 x[3]=1.425 x[4]=0.677989 x[5]=0.652456 \n\n2019-10-06T18:40:59: niter=22, f=36.5391, fbest=36.5789\nposition: x[0]=2.49812 x[1]=0.246923 x[2]=0.906785 x[3]=1.425 x[4]=0.680094 x[5]=0.653881 \n\n2019-10-06T18:40:59: niter=23, f=36.6377, fbest=36.5391\nposition: x[0]=2.49856 x[1]=0.246939 x[2]=0.899714 x[3]=1.425 x[4]=0.683822 x[5]=0.656445 \n\n2019-10-06T18:40:59: Iteration 22: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:40:59: niter=23, f=36.481, fbest=36.5391\nposition: x[0]=2.49706 x[1]=0.246902 x[2]=0.907327 x[3]=1.425 x[4]=0.680832 x[5]=0.655039 \n\n2019-10-06T18:40:59: niter=24, f=36.4619, fbest=36.481\nposition: x[0]=2.4969 x[1]=0.246868 x[2]=0.905385 x[3]=1.425 x[4]=0.682716 x[5]=0.656546 \n\n2019-10-06T18:40:59: niter=25, f=36.5664, fbest=36.4619\nposition: x[0]=2.49707 x[1]=0.246921 x[2]=0.898266 x[3]=1.425 x[4]=0.686241 x[5]=0.658981 \n\n2019-10-06T18:40:59: Iteration 24: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:40:59: niter=25, f=36.4023, fbest=36.4619\nposition: x[0]=2.49565 x[1]=0.246866 x[2]=0.905934 x[3]=1.425 x[4]=0.683379 x[5]=0.65769 \n\n2019-10-06T18:40:59: niter=26, f=36.3865, fbest=36.4023\nposition: x[0]=2.49495 x[1]=0.246721 x[2]=0.904113 x[3]=1.425 x[4]=0.685195 x[5]=0.6591 \n\n2019-10-06T18:40:59: niter=27, f=36.4943, fbest=36.3865\nposition: x[0]=2.4951 x[1]=0.246862 x[2]=0.897068 x[3]=1.425 x[4]=0.688587 x[5]=0.661352 \n\n2019-10-06T18:40:59: Iteration 26: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:40:59: niter=27, f=36.3274, fbest=36.3865\nposition: x[0]=2.4936 x[1]=0.246761 x[2]=0.904701 x[3]=1.425 x[4]=0.685829 x[5]=0.660188 \n\n2019-10-06T18:40:59: niter=28, f=36.316, fbest=36.3274\nposition: x[0]=2.49334 x[1]=0.246785 x[2]=0.902715 x[3]=1.425 x[4]=0.687545 x[5]=0.66154 \n\n2019-10-06T18:41:00: niter=29, f=36.4016, fbest=36.316\nposition: x[0]=2.48897 x[1]=0.246811 x[2]=0.895398 x[3]=1.425 x[4]=0.691145 x[5]=0.663444 \n\n2019-10-06T18:41:00: Iteration 28: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:41:00: niter=29, f=36.2544, fbest=36.316\nposition: x[0]=2.49044 x[1]=0.246792 x[2]=0.903155 x[3]=1.425 x[4]=0.688205 x[5]=0.662539 \n\n2019-10-06T18:41:00: niter=30, f=36.2517, fbest=36.2544\nposition: x[0]=2.49079 x[1]=0.246782 x[2]=0.901094 x[3]=1.425 x[4]=0.689857 x[5]=0.663835 \n\n2019-10-06T18:41:00: niter=31, f=36.3861, fbest=36.2517\nposition: x[0]=2.49189 x[1]=0.246883 x[2]=0.893906 x[3]=1.425 x[4]=0.69301 x[5]=0.665931 \n\n2019-10-06T18:41:00: Iteration 30: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:41:00: niter=31, f=36.2014, fbest=36.2517\nposition: x[0]=2.48983 x[1]=0.246793 x[2]=0.901597 x[3]=1.425 x[4]=0.69042 x[5]=0.664892 \n\n2019-10-06T18:41:00: niter=32, f=36.1985, fbest=36.2014\nposition: x[0]=2.48991 x[1]=0.246792 x[2]=0.899648 x[3]=1.425 x[4]=0.691969 x[5]=0.666146 \n\n2019-10-06T18:41:00: niter=33, f=36.3335, fbest=36.1985\nposition: x[0]=2.49069 x[1]=0.246877 x[2]=0.892636 x[3]=1.425 x[4]=0.694922 x[5]=0.668063 \n\n2019-10-06T18:41:00: Iteration 32: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:41:00: niter=33, f=36.1476, fbest=36.1985\nposition: x[0]=2.48882 x[1]=0.2468 x[2]=0.9002 x[3]=1.425 x[4]=0.69247 x[5]=0.667165 \n\n2019-10-06T18:41:00: niter=34, f=36.1483, fbest=36.1476\nposition: x[0]=2.48885 x[1]=0.246799 x[2]=0.898268 x[3]=1.425 x[4]=0.693964 x[5]=0.668345 \n\n2019-10-06T18:41:00: Iteration 33: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=34, f=36.1157, fbest=36.1476\nposition: x[0]=2.488 x[1]=0.2468 x[2]=0.900867 x[3]=1.425 x[4]=0.692648 x[5]=0.667786 \n\n2019-10-06T18:41:00: niter=35, f=36.097, fbest=36.1157\nposition: x[0]=2.48776 x[1]=0.246782 x[2]=0.900697 x[3]=1.425 x[4]=0.693351 x[5]=0.668522 \n\n2019-10-06T18:41:00: niter=36, f=36.1094, fbest=36.097\nposition: x[0]=2.48822 x[1]=0.246775 x[2]=0.89827 x[3]=1.425 x[4]=0.69493 x[5]=0.66953 \n\n2019-10-06T18:41:00: Iteration 35: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=36, f=36.0773, fbest=36.097\nposition: x[0]=2.48723 x[1]=0.246777 x[2]=0.901087 x[3]=1.425 x[4]=0.6936 x[5]=0.669037 \n\n2019-10-06T18:41:00: niter=37, f=36.0649, fbest=36.0773\nposition: x[0]=2.48716 x[1]=0.246759 x[2]=0.900634 x[3]=1.425 x[4]=0.694345 x[5]=0.669681 \n\n2019-10-06T18:41:00: niter=38, f=36.0605, fbest=36.0649\nposition: x[0]=2.48733 x[1]=0.246733 x[2]=0.898657 x[3]=1.425 x[4]=0.695426 x[5]=0.670735 \n\n2019-10-06T18:41:00: niter=39, f=36.2184, fbest=36.0605\nposition: x[0]=2.48861 x[1]=0.246842 x[2]=0.891008 x[3]=1.425 x[4]=0.698409 x[5]=0.672099 \n\n2019-10-06T18:41:00: Iteration 38: Restarting iteration with increased lambda.\nLambda = 2\n\n2019-10-06T18:41:00: niter=39, f=36.0366, fbest=36.0605\nposition: x[0]=2.48669 x[1]=0.246749 x[2]=0.898725 x[3]=1.425 x[4]=0.696051 x[5]=0.671468 \n\n2019-10-06T18:41:00: niter=40, f=36.0504, fbest=36.0366\nposition: x[0]=2.48688 x[1]=0.246767 x[2]=0.896467 x[3]=1.425 x[4]=0.697533 x[5]=0.672383 \n\n2019-10-06T18:41:00: Iteration 39: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=40, f=36.015, fbest=36.0366\nposition: x[0]=2.48602 x[1]=0.246755 x[2]=0.899203 x[3]=1.425 x[4]=0.696263 x[5]=0.671974 \n\n2019-10-06T18:41:00: niter=41, f=36.0035, fbest=36.015\nposition: x[0]=2.48583 x[1]=0.246749 x[2]=0.898835 x[3]=1.425 x[4]=0.696963 x[5]=0.672575 \n\n2019-10-06T18:41:00: niter=42, f=36.0224, fbest=36.0035\nposition: x[0]=2.48624 x[1]=0.246756 x[2]=0.896268 x[3]=1.425 x[4]=0.698449 x[5]=0.673405 \n\n2019-10-06T18:41:00: Iteration 41: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=42, f=35.9874, fbest=36.0035\nposition: x[0]=2.48531 x[1]=0.246749 x[2]=0.899148 x[3]=1.425 x[4]=0.697198 x[5]=0.673031 \n\n2019-10-06T18:41:00: niter=43, f=35.979, fbest=35.9874\nposition: x[0]=2.48523 x[1]=0.246739 x[2]=0.898614 x[3]=1.425 x[4]=0.697899 x[5]=0.673586 \n\n2019-10-06T18:41:00: niter=44, f=35.9998, fbest=35.979\nposition: x[0]=2.48568 x[1]=0.246746 x[2]=0.895911 x[3]=1.425 x[4]=0.699354 x[5]=0.674374 \n\n2019-10-06T18:41:00: Iteration 43: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=44, f=35.9647, fbest=35.979\nposition: x[0]=2.48474 x[1]=0.246738 x[2]=0.898859 x[3]=1.425 x[4]=0.698132 x[5]=0.674023 \n\n2019-10-06T18:41:00: niter=45, f=35.9576, fbest=35.9647\nposition: x[0]=2.48468 x[1]=0.246728 x[2]=0.898249 x[3]=1.425 x[4]=0.698817 x[5]=0.674556 \n\n2019-10-06T18:41:00: niter=46, f=35.9778, fbest=35.9576\nposition: x[0]=2.48516 x[1]=0.246737 x[2]=0.895575 x[3]=1.425 x[4]=0.70025 x[5]=0.675341 \n\n2019-10-06T18:41:00: Iteration 45: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=46, f=35.9438, fbest=35.9576\nposition: x[0]=2.48421 x[1]=0.246728 x[2]=0.898495 x[3]=1.425 x[4]=0.699044 x[5]=0.674992 \n\n2019-10-06T18:41:00: niter=47, f=35.9376, fbest=35.9438\nposition: x[0]=2.48415 x[1]=0.24672 x[2]=0.897834 x[3]=1.425 x[4]=0.699713 x[5]=0.675506 \n\n2019-10-06T18:41:00: niter=48, f=35.961, fbest=35.9376\nposition: x[0]=2.4846 x[1]=0.246732 x[2]=0.895011 x[3]=1.425 x[4]=0.701101 x[5]=0.676234 \n\n2019-10-06T18:41:00: Iteration 47: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=48, f=35.9248, fbest=35.9376\nposition: x[0]=2.48368 x[1]=0.24672 x[2]=0.898023 x[3]=1.425 x[4]=0.69993 x[5]=0.675923 \n\n2019-10-06T18:41:00: niter=49, f=35.9193, fbest=35.9248\nposition: x[0]=2.48362 x[1]=0.246714 x[2]=0.897346 x[3]=1.425 x[4]=0.700581 x[5]=0.676425 \n\n2019-10-06T18:41:00: niter=50, f=35.9437, fbest=35.9193\nposition: x[0]=2.48407 x[1]=0.246727 x[2]=0.894506 x[3]=1.425 x[4]=0.701938 x[5]=0.677127 \n\n2019-10-06T18:41:00: Iteration 49: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=50, f=35.9068, fbest=35.9193\nposition: x[0]=2.48314 x[1]=0.246715 x[2]=0.897527 x[3]=1.425 x[4]=0.70079 x[5]=0.676835 \n\n2019-10-06T18:41:00: niter=51, f=35.9019, fbest=35.9068\nposition: x[0]=2.48308 x[1]=0.246709 x[2]=0.896839 x[3]=1.425 x[4]=0.701425 x[5]=0.677324 \n\n2019-10-06T18:41:00: niter=52, f=35.9279, fbest=35.9019\nposition: x[0]=2.48368 x[1]=0.246726 x[2]=0.894004 x[3]=1.425 x[4]=0.702746 x[5]=0.678005 \n\n2019-10-06T18:41:00: Iteration 51: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=52, f=35.8899, fbest=35.9019\nposition: x[0]=2.48265 x[1]=0.246711 x[2]=0.897019 x[3]=1.425 x[4]=0.701625 x[5]=0.677728 \n\n2019-10-06T18:41:00: niter=53, f=35.8855, fbest=35.8899\nposition: x[0]=2.48259 x[1]=0.246704 x[2]=0.896328 x[3]=1.425 x[4]=0.702237 x[5]=0.678202 \n\n2019-10-06T18:41:00: niter=54, f=35.912, fbest=35.8855\nposition: x[0]=2.48305 x[1]=0.246722 x[2]=0.893476 x[3]=1.425 x[4]=0.703544 x[5]=0.67885 \n\n2019-10-06T18:41:00: Iteration 53: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=54, f=35.8737, fbest=35.8855\nposition: x[0]=2.48211 x[1]=0.246707 x[2]=0.896503 x[3]=1.425 x[4]=0.702433 x[5]=0.678598 \n\n2019-10-06T18:41:00: niter=55, f=35.87, fbest=35.8737\nposition: x[0]=2.48206 x[1]=0.246703 x[2]=0.895808 x[3]=1.425 x[4]=0.703041 x[5]=0.67906 \n\n2019-10-06T18:41:00: niter=56, f=35.897, fbest=35.87\nposition: x[0]=2.48247 x[1]=0.246709 x[2]=0.892968 x[3]=1.425 x[4]=0.70431 x[5]=0.679671 \n\n2019-10-06T18:41:00: Iteration 55: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=56, f=35.8584, fbest=35.87\nposition: x[0]=2.48157 x[1]=0.246701 x[2]=0.895983 x[3]=1.425 x[4]=0.703225 x[5]=0.679448 \n\n2019-10-06T18:41:00: niter=57, f=35.8571, fbest=35.8584\nposition: x[0]=2.48148 x[1]=0.246701 x[2]=0.894953 x[3]=1.425 x[4]=0.703817 x[5]=0.679911 \n\n2019-10-06T18:41:00: niter=58, f=35.8851, fbest=35.8571\nposition: x[0]=2.48198 x[1]=0.246723 x[2]=0.892236 x[3]=1.425 x[4]=0.705082 x[5]=0.680509 \n\n2019-10-06T18:41:00: Iteration 57: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=58, f=35.8449, fbest=35.8571\nposition: x[0]=2.481 x[1]=0.246705 x[2]=0.895186 x[3]=1.425 x[4]=0.703999 x[5]=0.6803 \n\n2019-10-06T18:41:00: niter=59, f=35.8416, fbest=35.8449\nposition: x[0]=2.48096 x[1]=0.246703 x[2]=0.894566 x[3]=1.425 x[4]=0.704588 x[5]=0.680738 \n\n2019-10-06T18:41:00: niter=60, f=35.8693, fbest=35.8416\nposition: x[0]=2.48112 x[1]=0.246701 x[2]=0.89179 x[3]=1.425 x[4]=0.705851 x[5]=0.68129 \n\n2019-10-06T18:41:00: Iteration 59: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=60, f=35.8298, fbest=35.8416\nposition: x[0]=2.48039 x[1]=0.246699 x[2]=0.89477 x[3]=1.425 x[4]=0.704768 x[5]=0.681115 \n\n2019-10-06T18:41:00: niter=61, f=35.8273, fbest=35.8298\nposition: x[0]=2.48039 x[1]=0.246697 x[2]=0.894125 x[3]=1.425 x[4]=0.705346 x[5]=0.681537 \n\n2019-10-06T18:41:00: niter=62, f=35.8574, fbest=35.8273\nposition: x[0]=2.48097 x[1]=0.246716 x[2]=0.891349 x[3]=1.425 x[4]=0.706562 x[5]=0.682084 \n\n2019-10-06T18:41:00: Iteration 61: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=62, f=35.8163, fbest=35.8273\nposition: x[0]=2.47995 x[1]=0.2467 x[2]=0.894325 x[3]=1.425 x[4]=0.705518 x[5]=0.681909 \n\n2019-10-06T18:41:00: niter=63, f=35.8143, fbest=35.8163\nposition: x[0]=2.47995 x[1]=0.246696 x[2]=0.893672 x[3]=1.425 x[4]=0.706081 x[5]=0.682321 \n\n2019-10-06T18:41:00: niter=64, f=35.8451, fbest=35.8143\nposition: x[0]=2.48054 x[1]=0.246716 x[2]=0.89089 x[3]=1.425 x[4]=0.707271 x[5]=0.682847 \n\n2019-10-06T18:41:00: Iteration 63: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=64, f=35.8035, fbest=35.8143\nposition: x[0]=2.4795 x[1]=0.246699 x[2]=0.893868 x[3]=1.425 x[4]=0.706245 x[5]=0.682688 \n\n2019-10-06T18:41:00: niter=65, f=35.8018, fbest=35.8035\nposition: x[0]=2.47951 x[1]=0.246696 x[2]=0.893212 x[3]=1.425 x[4]=0.706795 x[5]=0.68309 \n\n2019-10-06T18:41:00: niter=66, f=35.8178, fbest=35.8018\nposition: x[0]=2.48042 x[1]=0.246697 x[2]=0.892212 x[3]=1.425 x[4]=0.70796 x[5]=0.683502 \n\n2019-10-06T18:41:00: Iteration 65: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=66, f=35.7883, fbest=35.8018\nposition: x[0]=2.47914 x[1]=0.246696 x[2]=0.894032 x[3]=1.425 x[4]=0.706964 x[5]=0.68343 \n\n2019-10-06T18:41:00: niter=67, f=35.7879, fbest=35.7883\nposition: x[0]=2.47919 x[1]=0.246689 x[2]=0.893214 x[3]=1.425 x[4]=0.707496 x[5]=0.683811 \n\n2019-10-06T18:41:00: niter=68, f=35.8485, fbest=35.7879\nposition: x[0]=2.479 x[1]=0.2469 x[2]=0.887748 x[3]=1.425 x[4]=0.708784 x[5]=0.684332 \n\n2019-10-06T18:41:00: Iteration 67: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=68, f=35.7859, fbest=35.7879\nposition: x[0]=2.47857 x[1]=0.246712 x[2]=0.891993 x[3]=1.425 x[4]=0.707633 x[5]=0.684205 \n\n2019-10-06T18:41:00: niter=69, f=35.7828, fbest=35.7859\nposition: x[0]=2.47852 x[1]=0.246712 x[2]=0.891587 x[3]=1.425 x[4]=0.70816 x[5]=0.684608 \n\n2019-10-06T18:41:00: niter=70, f=35.8158, fbest=35.7828\nposition: x[0]=2.47917 x[1]=0.24673 x[2]=0.889055 x[3]=1.425 x[4]=0.709304 x[5]=0.685071 \n\n2019-10-06T18:41:00: Iteration 69: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=70, f=35.771, fbest=35.7828\nposition: x[0]=2.47807 x[1]=0.246714 x[2]=0.891893 x[3]=1.425 x[4]=0.708306 x[5]=0.684971 \n\n2019-10-06T18:41:00: niter=71, f=35.7698, fbest=35.771\nposition: x[0]=2.4781 x[1]=0.246709 x[2]=0.891378 x[3]=1.425 x[4]=0.708833 x[5]=0.685343 \n\n2019-10-06T18:41:00: niter=72, f=35.8038, fbest=35.7698\nposition: x[0]=2.47877 x[1]=0.246722 x[2]=0.888762 x[3]=1.425 x[4]=0.709956 x[5]=0.685776 \n\n2019-10-06T18:41:00: Iteration 71: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=72, f=35.759, fbest=35.7698\nposition: x[0]=2.47767 x[1]=0.246709 x[2]=0.891641 x[3]=1.425 x[4]=0.708977 x[5]=0.685693 \n\n2019-10-06T18:41:00: niter=73, f=35.7585, fbest=35.759\nposition: x[0]=2.47772 x[1]=0.246705 x[2]=0.891078 x[3]=1.425 x[4]=0.709493 x[5]=0.68605 \n\n2019-10-06T18:41:00: niter=74, f=35.794, fbest=35.7585\nposition: x[0]=2.47878 x[1]=0.24673 x[2]=0.888406 x[3]=1.425 x[4]=0.710021 x[5]=0.686241 \n\n2019-10-06T18:41:00: Iteration 73: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=74, f=35.7485, fbest=35.7585\nposition: x[0]=2.47736 x[1]=0.246706 x[2]=0.891304 x[3]=1.425 x[4]=0.709461 x[5]=0.686363 \n\n2019-10-06T18:41:00: niter=75, f=35.7492, fbest=35.7485\nposition: x[0]=2.47746 x[1]=0.246703 x[2]=0.890718 x[3]=1.425 x[4]=0.709979 x[5]=0.686677 \n\n2019-10-06T18:41:00: Iteration 74: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=75, f=35.7424, fbest=35.7485\nposition: x[0]=2.47707 x[1]=0.246707 x[2]=0.891552 x[3]=1.425 x[4]=0.709508 x[5]=0.686564 \n\n2019-10-06T18:41:00: niter=76, f=35.7379, fbest=35.7424\nposition: x[0]=2.47692 x[1]=0.246702 x[2]=0.891593 x[3]=1.425 x[4]=0.709731 x[5]=0.686807 \n\n2019-10-06T18:41:00: niter=77, f=35.7406, fbest=35.7379\nposition: x[0]=2.47723 x[1]=0.246698 x[2]=0.890841 x[3]=1.425 x[4]=0.710312 x[5]=0.687075 \n\n2019-10-06T18:41:00: Iteration 76: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=77, f=35.7337, fbest=35.7379\nposition: x[0]=2.47673 x[1]=0.246702 x[2]=0.891765 x[3]=1.425 x[4]=0.709808 x[5]=0.68698 \n\n2019-10-06T18:41:00: niter=78, f=35.7305, fbest=35.7337\nposition: x[0]=2.47667 x[1]=0.246695 x[2]=0.891711 x[3]=1.425 x[4]=0.710041 x[5]=0.687191 \n\n2019-10-06T18:41:00: niter=79, f=35.734, fbest=35.7305\nposition: x[0]=2.47704 x[1]=0.24669 x[2]=0.890862 x[3]=1.425 x[4]=0.710616 x[5]=0.687428 \n\n2019-10-06T18:41:00: Iteration 78: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=79, f=35.7271, fbest=35.7305\nposition: x[0]=2.47651 x[1]=0.246694 x[2]=0.891841 x[3]=1.425 x[4]=0.710122 x[5]=0.68735 \n\n2019-10-06T18:41:00: niter=80, f=35.7245, fbest=35.7271\nposition: x[0]=2.47648 x[1]=0.246687 x[2]=0.891734 x[3]=1.425 x[4]=0.710368 x[5]=0.687546 \n\n2019-10-06T18:41:00: niter=81, f=35.7282, fbest=35.7245\nposition: x[0]=2.47681 x[1]=0.246679 x[2]=0.890824 x[3]=1.425 x[4]=0.710942 x[5]=0.687768 \n\n2019-10-06T18:41:00: Iteration 80: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=81, f=35.7214, fbest=35.7245\nposition: x[0]=2.47632 x[1]=0.246685 x[2]=0.89184 x[3]=1.425 x[4]=0.710449 x[5]=0.687699 \n\n2019-10-06T18:41:00: niter=82, f=35.7191, fbest=35.7214\nposition: x[0]=2.4763 x[1]=0.246679 x[2]=0.891699 x[3]=1.425 x[4]=0.710687 x[5]=0.687886 \n\n2019-10-06T18:41:00: niter=83, f=35.723, fbest=35.7191\nposition: x[0]=2.47664 x[1]=0.246672 x[2]=0.890749 x[3]=1.425 x[4]=0.711256 x[5]=0.688099 \n\n2019-10-06T18:41:00: Iteration 82: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=83, f=35.7162, fbest=35.7191\nposition: x[0]=2.47614 x[1]=0.246677 x[2]=0.891789 x[3]=1.425 x[4]=0.710769 x[5]=0.688035 \n\n2019-10-06T18:41:00: niter=84, f=35.7141, fbest=35.7162\nposition: x[0]=2.47616 x[1]=0.246673 x[2]=0.891628 x[3]=1.425 x[4]=0.711019 x[5]=0.68822 \n\n2019-10-06T18:41:00: niter=85, f=35.7182, fbest=35.7141\nposition: x[0]=2.47648 x[1]=0.246667 x[2]=0.89065 x[3]=1.425 x[4]=0.711577 x[5]=0.688429 \n\n2019-10-06T18:41:00: Iteration 84: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=85, f=35.7113, fbest=35.7141\nposition: x[0]=2.476 x[1]=0.246672 x[2]=0.891709 x[3]=1.425 x[4]=0.711098 x[5]=0.688368 \n\n2019-10-06T18:41:00: niter=86, f=35.7093, fbest=35.7113\nposition: x[0]=2.47598 x[1]=0.246666 x[2]=0.89153 x[3]=1.425 x[4]=0.711335 x[5]=0.688549 \n\n2019-10-06T18:41:00: niter=87, f=35.7135, fbest=35.7093\nposition: x[0]=2.4763 x[1]=0.246662 x[2]=0.89053 x[3]=1.425 x[4]=0.711886 x[5]=0.688752 \n\n2019-10-06T18:41:00: Iteration 86: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=87, f=35.7066, fbest=35.7093\nposition: x[0]=2.47582 x[1]=0.246665 x[2]=0.891603 x[3]=1.425 x[4]=0.711413 x[5]=0.688694 \n\n2019-10-06T18:41:00: niter=88, f=35.7047, fbest=35.7066\nposition: x[0]=2.4758 x[1]=0.246661 x[2]=0.891412 x[3]=1.425 x[4]=0.711647 x[5]=0.688872 \n\n2019-10-06T18:41:00: niter=89, f=35.7098, fbest=35.7047\nposition: x[0]=2.47625 x[1]=0.246658 x[2]=0.890366 x[3]=1.425 x[4]=0.711929 x[5]=0.689002 \n\n2019-10-06T18:41:00: Iteration 88: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=89, f=35.7023, fbest=35.7047\nposition: x[0]=2.47565 x[1]=0.24666 x[2]=0.891472 x[3]=1.425 x[4]=0.711649 x[5]=0.689009 \n\n2019-10-06T18:41:00: niter=90, f=35.7007, fbest=35.7023\nposition: x[0]=2.47567 x[1]=0.246658 x[2]=0.891271 x[3]=1.425 x[4]=0.711894 x[5]=0.689177 \n\n2019-10-06T18:41:00: niter=91, f=35.705, fbest=35.7007\nposition: x[0]=2.47598 x[1]=0.246655 x[2]=0.890275 x[3]=1.425 x[4]=0.71244 x[5]=0.68936 \n\n2019-10-06T18:41:00: Iteration 90: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=91, f=35.6981, fbest=35.7007\nposition: x[0]=2.47551 x[1]=0.246657 x[2]=0.891342 x[3]=1.425 x[4]=0.711972 x[5]=0.689315 \n\n2019-10-06T18:41:00: niter=92, f=35.6965, fbest=35.6981\nposition: x[0]=2.47549 x[1]=0.246654 x[2]=0.891134 x[3]=1.425 x[4]=0.712204 x[5]=0.689484 \n\n2019-10-06T18:41:00: niter=93, f=35.701, fbest=35.6965\nposition: x[0]=2.47581 x[1]=0.246652 x[2]=0.8901 x[3]=1.425 x[4]=0.71274 x[5]=0.689669 \n\n2019-10-06T18:41:00: Iteration 92: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=93, f=35.694, fbest=35.6965\nposition: x[0]=2.47534 x[1]=0.246654 x[2]=0.891193 x[3]=1.425 x[4]=0.712279 x[5]=0.689623 \n\n2019-10-06T18:41:00: niter=94, f=35.6935, fbest=35.694\nposition: x[0]=2.47273 x[1]=0.246567 x[2]=0.89092 x[3]=1.425 x[4]=0.711929 x[5]=0.689583 \n\n2019-10-06T18:41:00: niter=95, f=35.6968, fbest=35.6935\nposition: x[0]=2.47377 x[1]=0.246605 x[2]=0.889809 x[3]=1.425 x[4]=0.712645 x[5]=0.68961 \n\n2019-10-06T18:41:00: Iteration 94: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=95, f=35.692, fbest=35.6935\nposition: x[0]=2.47285 x[1]=0.246578 x[2]=0.890905 x[3]=1.425 x[4]=0.712084 x[5]=0.689645 \n\n2019-10-06T18:41:00: niter=96, f=35.6882, fbest=35.692\nposition: x[0]=2.47462 x[1]=0.246626 x[2]=0.893959 x[3]=1.425 x[4]=0.712628 x[5]=0.689754 \n\n2019-10-06T18:41:00: niter=97, f=35.6893, fbest=35.6882\nposition: x[0]=2.47533 x[1]=0.246601 x[2]=0.892097 x[3]=1.425 x[4]=0.713162 x[5]=0.689859 \n\n2019-10-06T18:41:00: Iteration 96: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=97, f=35.6868, fbest=35.6882\nposition: x[0]=2.47469 x[1]=0.246615 x[2]=0.893683 x[3]=1.425 x[4]=0.712732 x[5]=0.689833 \n\n2019-10-06T18:41:00: niter=98, f=35.6841, fbest=35.6868\nposition: x[0]=2.4747 x[1]=0.246603 x[2]=0.893204 x[3]=1.425 x[4]=0.713529 x[5]=0.690036 \n\n2019-10-06T18:41:00: niter=99, f=35.6865, fbest=35.6841\nposition: x[0]=2.47501 x[1]=0.24659 x[2]=0.891568 x[3]=1.425 x[4]=0.713904 x[5]=0.690287 \n\n2019-10-06T18:41:00: Iteration 98: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=99, f=35.6819, fbest=35.6841\nposition: x[0]=2.47457 x[1]=0.246598 x[2]=0.893051 x[3]=1.425 x[4]=0.713561 x[5]=0.690188 \n\n2019-10-06T18:41:00: niter=100, f=35.68, fbest=35.6819\nposition: x[0]=2.47455 x[1]=0.246589 x[2]=0.892508 x[3]=1.425 x[4]=0.713707 x[5]=0.690385 \n\n2019-10-06T18:41:00: niter=101, f=35.6834, fbest=35.68\nposition: x[0]=2.47484 x[1]=0.246585 x[2]=0.891007 x[3]=1.425 x[4]=0.714097 x[5]=0.690613 \n\n2019-10-06T18:41:00: Iteration 100: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=101, f=35.6779, fbest=35.68\nposition: x[0]=2.4744 x[1]=0.246587 x[2]=0.892404 x[3]=1.425 x[4]=0.713742 x[5]=0.690533 \n\n2019-10-06T18:41:00: niter=102, f=35.6764, fbest=35.6779\nposition: x[0]=2.47439 x[1]=0.246585 x[2]=0.891937 x[3]=1.425 x[4]=0.713907 x[5]=0.690722 \n\n2019-10-06T18:41:00: niter=103, f=35.6802, fbest=35.6764\nposition: x[0]=2.47467 x[1]=0.246586 x[2]=0.890534 x[3]=1.425 x[4]=0.714326 x[5]=0.690936 \n\n2019-10-06T18:41:00: Iteration 102: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=103, f=35.6742, fbest=35.6764\nposition: x[0]=2.47423 x[1]=0.246585 x[2]=0.891869 x[3]=1.425 x[4]=0.71395 x[5]=0.690867 \n\n2019-10-06T18:41:00: niter=104, f=35.6727, fbest=35.6742\nposition: x[0]=2.47415 x[1]=0.246582 x[2]=0.891453 x[3]=1.425 x[4]=0.714119 x[5]=0.691046 \n\n2019-10-06T18:41:00: niter=105, f=35.6807, fbest=35.6727\nposition: x[0]=2.47428 x[1]=0.246604 x[2]=0.889177 x[3]=1.425 x[4]=0.71455 x[5]=0.691284 \n\n2019-10-06T18:41:00: Iteration 104: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=105, f=35.6712, fbest=35.6727\nposition: x[0]=2.47397 x[1]=0.246585 x[2]=0.891082 x[3]=1.425 x[4]=0.714162 x[5]=0.691195 \n\n2019-10-06T18:41:00: niter=106, f=35.6698, fbest=35.6712\nposition: x[0]=2.47397 x[1]=0.24659 x[2]=0.890765 x[3]=1.425 x[4]=0.714349 x[5]=0.691379 \n\n2019-10-06T18:41:00: niter=107, f=35.6745, fbest=35.6698\nposition: x[0]=2.47425 x[1]=0.246597 x[2]=0.889556 x[3]=1.425 x[4]=0.714792 x[5]=0.691572 \n\n2019-10-06T18:41:00: Iteration 106: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=107, f=35.6675, fbest=35.6698\nposition: x[0]=2.47379 x[1]=0.246592 x[2]=0.890767 x[3]=1.425 x[4]=0.714397 x[5]=0.691522 \n\n2019-10-06T18:41:00: niter=108, f=35.6662, fbest=35.6675\nposition: x[0]=2.47376 x[1]=0.246594 x[2]=0.890459 x[3]=1.425 x[4]=0.714577 x[5]=0.691694 \n\n2019-10-06T18:41:00: niter=109, f=35.6712, fbest=35.6662\nposition: x[0]=2.47406 x[1]=0.246595 x[2]=0.889277 x[3]=1.425 x[4]=0.71503 x[5]=0.691872 \n\n2019-10-06T18:41:00: Iteration 108: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=109, f=35.664, fbest=35.6662\nposition: x[0]=2.4736 x[1]=0.246594 x[2]=0.890468 x[3]=1.425 x[4]=0.714628 x[5]=0.691832 \n\n2019-10-06T18:41:00: niter=110, f=35.6629, fbest=35.664\nposition: x[0]=2.47358 x[1]=0.246592 x[2]=0.890173 x[3]=1.425 x[4]=0.714795 x[5]=0.691993 \n\n2019-10-06T18:41:00: niter=111, f=35.6681, fbest=35.6629\nposition: x[0]=2.47391 x[1]=0.2466 x[2]=0.889012 x[3]=1.425 x[4]=0.715257 x[5]=0.692159 \n\n2019-10-06T18:41:00: Iteration 110: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=111, f=35.6608, fbest=35.6629\nposition: x[0]=2.47342 x[1]=0.246595 x[2]=0.890188 x[3]=1.425 x[4]=0.71485 x[5]=0.692127 \n\n2019-10-06T18:41:00: niter=112, f=35.6598, fbest=35.6608\nposition: x[0]=2.47341 x[1]=0.246597 x[2]=0.889904 x[3]=1.425 x[4]=0.71502 x[5]=0.692281 \n\n2019-10-06T18:41:00: niter=113, f=35.6651, fbest=35.6598\nposition: x[0]=2.47376 x[1]=0.246605 x[2]=0.888763 x[3]=1.425 x[4]=0.715486 x[5]=0.692438 \n\n2019-10-06T18:41:00: Iteration 112: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=113, f=35.6577, fbest=35.6598\nposition: x[0]=2.47326 x[1]=0.2466 x[2]=0.889926 x[3]=1.425 x[4]=0.715076 x[5]=0.692413 \n\n2019-10-06T18:41:00: niter=114, f=35.6567, fbest=35.6577\nposition: x[0]=2.47326 x[1]=0.246601 x[2]=0.889655 x[3]=1.425 x[4]=0.715268 x[5]=0.692566 \n\n2019-10-06T18:41:00: niter=115, f=35.6625, fbest=35.6567\nposition: x[0]=2.47375 x[1]=0.246616 x[2]=0.888536 x[3]=1.425 x[4]=0.715725 x[5]=0.692723 \n\n2019-10-06T18:41:00: Iteration 114: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=115, f=35.6547, fbest=35.6567\nposition: x[0]=2.47315 x[1]=0.246606 x[2]=0.889683 x[3]=1.425 x[4]=0.715323 x[5]=0.692697 \n\n2019-10-06T18:41:00: niter=116, f=35.6536, fbest=35.6547\nposition: x[0]=2.47307 x[1]=0.246606 x[2]=0.889419 x[3]=1.425 x[4]=0.715514 x[5]=0.692847 \n\n2019-10-06T18:41:00: niter=117, f=35.6592, fbest=35.6536\nposition: x[0]=2.47343 x[1]=0.246612 x[2]=0.888306 x[3]=1.425 x[4]=0.715977 x[5]=0.692993 \n\n2019-10-06T18:41:00: Iteration 116: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=117, f=35.6515, fbest=35.6536\nposition: x[0]=2.47292 x[1]=0.246608 x[2]=0.88945 x[3]=1.425 x[4]=0.71557 x[5]=0.692976 \n\n2019-10-06T18:41:00: niter=118, f=35.6506, fbest=35.6515\nposition: x[0]=2.47293 x[1]=0.246608 x[2]=0.889195 x[3]=1.425 x[4]=0.715759 x[5]=0.693125 \n\n2019-10-06T18:41:00: niter=119, f=35.6564, fbest=35.6506\nposition: x[0]=2.47329 x[1]=0.246614 x[2]=0.888096 x[3]=1.425 x[4]=0.716219 x[5]=0.693267 \n\n2019-10-06T18:41:00: Iteration 118: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=119, f=35.6486, fbest=35.6506\nposition: x[0]=2.47278 x[1]=0.24661 x[2]=0.889231 x[3]=1.425 x[4]=0.715814 x[5]=0.693254 \n\n2019-10-06T18:41:00: niter=120, f=35.6477, fbest=35.6486\nposition: x[0]=2.47278 x[1]=0.246611 x[2]=0.888984 x[3]=1.425 x[4]=0.716002 x[5]=0.6934 \n\n2019-10-06T18:41:00: niter=121, f=35.6503, fbest=35.6477\nposition: x[0]=2.47333 x[1]=0.246645 x[2]=0.888852 x[3]=1.425 x[4]=0.716488 x[5]=0.693484 \n\n2019-10-06T18:41:00: Iteration 120: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=121, f=35.645, fbest=35.6477\nposition: x[0]=2.47266 x[1]=0.246623 x[2]=0.889328 x[3]=1.425 x[4]=0.716065 x[5]=0.693517 \n\n2019-10-06T18:41:00: niter=122, f=35.6444, fbest=35.645\nposition: x[0]=2.4727 x[1]=0.246619 x[2]=0.88903 x[3]=1.425 x[4]=0.716252 x[5]=0.693657 \n\n2019-10-06T18:41:00: niter=123, f=35.6433, fbest=35.6444\nposition: x[0]=2.46929 x[1]=0.246609 x[2]=0.887949 x[3]=1.425 x[4]=0.717023 x[5]=0.69364 \n\n2019-10-06T18:41:00: niter=124, f=35.6843, fbest=35.6433\nposition: x[0]=2.47128 x[1]=0.246608 x[2]=0.884592 x[3]=1.425 x[4]=0.7179 x[5]=0.693798 \n\n2019-10-06T18:41:00: Iteration 123: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=124, f=35.6414, fbest=35.6433\nposition: x[0]=2.46946 x[1]=0.246596 x[2]=0.887796 x[3]=1.425 x[4]=0.717152 x[5]=0.693854 \n\n2019-10-06T18:41:00: niter=125, f=35.6469, fbest=35.6414\nposition: x[0]=2.47017 x[1]=0.246585 x[2]=0.886827 x[3]=1.425 x[4]=0.717537 x[5]=0.694071 \n\n2019-10-06T18:41:00: Iteration 124: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=125, f=35.6387, fbest=35.6414\nposition: x[0]=2.4694 x[1]=0.246592 x[2]=0.88788 x[3]=1.425 x[4]=0.717179 x[5]=0.694012 \n\n2019-10-06T18:41:00: niter=126, f=35.6374, fbest=35.6387\nposition: x[0]=2.46958 x[1]=0.246583 x[2]=0.887705 x[3]=1.425 x[4]=0.717312 x[5]=0.694197 \n\n2019-10-06T18:41:00: niter=127, f=35.6433, fbest=35.6374\nposition: x[0]=2.47028 x[1]=0.246579 x[2]=0.886722 x[3]=1.425 x[4]=0.717718 x[5]=0.694382 \n\n2019-10-06T18:41:00: Iteration 126: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=127, f=35.635, fbest=35.6374\nposition: x[0]=2.46952 x[1]=0.246581 x[2]=0.887781 x[3]=1.425 x[4]=0.717348 x[5]=0.694342 \n\n2019-10-06T18:41:00: niter=128, f=35.6341, fbest=35.635\nposition: x[0]=2.46966 x[1]=0.246552 x[2]=0.887609 x[3]=1.425 x[4]=0.717509 x[5]=0.694512 \n\n2019-10-06T18:41:00: niter=129, f=35.6494, fbest=35.6341\nposition: x[0]=2.4701 x[1]=0.246623 x[2]=0.885013 x[3]=1.425 x[4]=0.717983 x[5]=0.694757 \n\n2019-10-06T18:41:00: Iteration 128: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=129, f=35.634, fbest=35.6341\nposition: x[0]=2.46957 x[1]=0.246561 x[2]=0.887051 x[3]=1.425 x[4]=0.717551 x[5]=0.694676 \n\n2019-10-06T18:41:00: niter=130, f=35.6324, fbest=35.634\nposition: x[0]=2.46966 x[1]=0.246564 x[2]=0.886979 x[3]=1.425 x[4]=0.717713 x[5]=0.694848 \n\n2019-10-06T18:41:00: niter=131, f=35.6386, fbest=35.6324\nposition: x[0]=2.47027 x[1]=0.246573 x[2]=0.886121 x[3]=1.425 x[4]=0.718141 x[5]=0.695003 \n\n2019-10-06T18:41:00: Iteration 130: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=131, f=35.6299, fbest=35.6324\nposition: x[0]=2.46956 x[1]=0.246567 x[2]=0.887101 x[3]=1.425 x[4]=0.717754 x[5]=0.694988 \n\n2019-10-06T18:41:00: niter=132, f=35.6463, fbest=35.6299\nposition: x[0]=2.47356 x[1]=0.247108 x[2]=0.887354 x[3]=1.425 x[4]=0.718749 x[5]=0.695664 \n\n2019-10-06T18:41:00: Iteration 131: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=132, f=35.6309, fbest=35.6299\nposition: x[0]=2.47062 x[1]=0.24672 x[2]=0.88725 x[3]=1.425 x[4]=0.718044 x[5]=0.695121 \n\n2019-10-06T18:41:00: Iteration 131: Restarting iteration with increased lambda.\nLambda = 64\n\n2019-10-06T18:41:00: niter=132, f=35.6298, fbest=35.6299\nposition: x[0]=2.46983 x[1]=0.246607 x[2]=0.887144 x[3]=1.425 x[4]=0.71783 x[5]=0.695018 \n\n2019-10-06T18:41:00: niter=133, f=35.6288, fbest=35.6298\nposition: x[0]=2.46977 x[1]=0.246607 x[2]=0.88721 x[3]=1.425 x[4]=0.717828 x[5]=0.695068 \n\n2019-10-06T18:41:00: niter=134, f=35.6275, fbest=35.6288\nposition: x[0]=2.46977 x[1]=0.246606 x[2]=0.887301 x[3]=1.425 x[4]=0.717861 x[5]=0.695154 \n\n2019-10-06T18:41:00: niter=135, f=35.6258, fbest=35.6275\nposition: x[0]=2.46974 x[1]=0.246603 x[2]=0.887353 x[3]=1.425 x[4]=0.717914 x[5]=0.695275 \n\n2019-10-06T18:41:00: niter=136, f=35.6253, fbest=35.6258\nposition: x[0]=2.46991 x[1]=0.246597 x[2]=0.887148 x[3]=1.425 x[4]=0.718093 x[5]=0.695411 \n\n2019-10-06T18:41:00: niter=137, f=35.6321, fbest=35.6253\nposition: x[0]=2.47054 x[1]=0.246596 x[2]=0.886156 x[3]=1.425 x[4]=0.71854 x[5]=0.695539 \n\n2019-10-06T18:41:00: Iteration 136: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=137, f=35.6235, fbest=35.6253\nposition: x[0]=2.46984 x[1]=0.246596 x[2]=0.887215 x[3]=1.425 x[4]=0.718145 x[5]=0.695536 \n\n2019-10-06T18:41:00: niter=138, f=35.623, fbest=35.6235\nposition: x[0]=2.46998 x[1]=0.246593 x[2]=0.887028 x[3]=1.425 x[4]=0.718316 x[5]=0.695676 \n\n2019-10-06T18:41:00: niter=139, f=35.6298, fbest=35.623\nposition: x[0]=2.47057 x[1]=0.246594 x[2]=0.886035 x[3]=1.425 x[4]=0.71874 x[5]=0.695795 \n\n2019-10-06T18:41:00: Iteration 138: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=139, f=35.6211, fbest=35.623\nposition: x[0]=2.4699 x[1]=0.246593 x[2]=0.887097 x[3]=1.425 x[4]=0.718361 x[5]=0.6958 \n\n2019-10-06T18:41:00: niter=140, f=35.6206, fbest=35.6211\nposition: x[0]=2.47001 x[1]=0.246591 x[2]=0.886908 x[3]=1.425 x[4]=0.718531 x[5]=0.695936 \n\n2019-10-06T18:41:00: niter=141, f=35.6274, fbest=35.6206\nposition: x[0]=2.47057 x[1]=0.246594 x[2]=0.885915 x[3]=1.425 x[4]=0.718951 x[5]=0.69605 \n\n2019-10-06T18:41:00: Iteration 140: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=141, f=35.6187, fbest=35.6206\nposition: x[0]=2.46992 x[1]=0.246592 x[2]=0.886977 x[3]=1.425 x[4]=0.718574 x[5]=0.69606 \n\n2019-10-06T18:41:00: niter=142, f=35.6182, fbest=35.6187\nposition: x[0]=2.47002 x[1]=0.246591 x[2]=0.886789 x[3]=1.425 x[4]=0.718742 x[5]=0.696193 \n\n2019-10-06T18:41:00: niter=143, f=35.6254, fbest=35.6182\nposition: x[0]=2.47048 x[1]=0.246552 x[2]=0.885797 x[3]=1.425 x[4]=0.719161 x[5]=0.696301 \n\n2019-10-06T18:41:00: Iteration 142: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=143, f=35.6164, fbest=35.6182\nposition: x[0]=2.46991 x[1]=0.246578 x[2]=0.886852 x[3]=1.425 x[4]=0.718784 x[5]=0.696316 \n\n2019-10-06T18:41:00: niter=144, f=35.6159, fbest=35.6164\nposition: x[0]=2.46999 x[1]=0.246581 x[2]=0.886665 x[3]=1.425 x[4]=0.718951 x[5]=0.696446 \n\n2019-10-06T18:41:00: niter=145, f=35.6227, fbest=35.6159\nposition: x[0]=2.4705 x[1]=0.246589 x[2]=0.885682 x[3]=1.425 x[4]=0.719366 x[5]=0.696548 \n\n2019-10-06T18:41:00: Iteration 144: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=145, f=35.614, fbest=35.6159\nposition: x[0]=2.46988 x[1]=0.246583 x[2]=0.886737 x[3]=1.425 x[4]=0.718993 x[5]=0.696566 \n\n2019-10-06T18:41:00: niter=146, f=35.6136, fbest=35.614\nposition: x[0]=2.46996 x[1]=0.246585 x[2]=0.886546 x[3]=1.425 x[4]=0.719159 x[5]=0.696693 \n\n2019-10-06T18:41:00: niter=147, f=35.6206, fbest=35.6136\nposition: x[0]=2.47046 x[1]=0.246593 x[2]=0.885546 x[3]=1.425 x[4]=0.719572 x[5]=0.696788 \n\n2019-10-06T18:41:00: Iteration 146: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=147, f=35.6118, fbest=35.6136\nposition: x[0]=2.46985 x[1]=0.246587 x[2]=0.886614 x[3]=1.425 x[4]=0.719201 x[5]=0.696812 \n\n2019-10-06T18:41:00: niter=148, f=35.6114, fbest=35.6118\nposition: x[0]=2.46992 x[1]=0.246589 x[2]=0.886421 x[3]=1.425 x[4]=0.719365 x[5]=0.696936 \n\n2019-10-06T18:41:00: niter=149, f=35.6185, fbest=35.6114\nposition: x[0]=2.47042 x[1]=0.246596 x[2]=0.885417 x[3]=1.425 x[4]=0.719774 x[5]=0.697026 \n\n2019-10-06T18:41:00: Iteration 148: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=149, f=35.6096, fbest=35.6114\nposition: x[0]=2.46981 x[1]=0.246591 x[2]=0.886487 x[3]=1.425 x[4]=0.719406 x[5]=0.697053 \n\n2019-10-06T18:41:00: niter=150, f=35.6093, fbest=35.6096\nposition: x[0]=2.46988 x[1]=0.246592 x[2]=0.886292 x[3]=1.425 x[4]=0.719568 x[5]=0.697175 \n\n2019-10-06T18:41:00: niter=151, f=35.6165, fbest=35.6093\nposition: x[0]=2.47037 x[1]=0.246599 x[2]=0.885286 x[3]=1.425 x[4]=0.719986 x[5]=0.697264 \n\n2019-10-06T18:41:00: Iteration 150: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=151, f=35.6075, fbest=35.6093\nposition: x[0]=2.46976 x[1]=0.246594 x[2]=0.886357 x[3]=1.425 x[4]=0.719611 x[5]=0.697291 \n\n2019-10-06T18:41:00: niter=152, f=35.6072, fbest=35.6075\nposition: x[0]=2.46983 x[1]=0.246595 x[2]=0.886161 x[3]=1.425 x[4]=0.719772 x[5]=0.697411 \n\n2019-10-06T18:41:00: niter=153, f=35.6144, fbest=35.6072\nposition: x[0]=2.47031 x[1]=0.246601 x[2]=0.885159 x[3]=1.425 x[4]=0.720175 x[5]=0.697493 \n\n2019-10-06T18:41:00: Iteration 152: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=153, f=35.6054, fbest=35.6072\nposition: x[0]=2.46971 x[1]=0.246597 x[2]=0.886227 x[3]=1.425 x[4]=0.719811 x[5]=0.697526 \n\n2019-10-06T18:41:00: niter=154, f=35.6052, fbest=35.6054\nposition: x[0]=2.46978 x[1]=0.246597 x[2]=0.886021 x[3]=1.425 x[4]=0.71997 x[5]=0.697644 \n\n2019-10-06T18:41:00: niter=155, f=35.6125, fbest=35.6052\nposition: x[0]=2.47026 x[1]=0.246603 x[2]=0.885016 x[3]=1.425 x[4]=0.72037 x[5]=0.697722 \n\n2019-10-06T18:41:00: Iteration 154: Restarting iteration with increased lambda.\nLambda = 8\n\n2019-10-06T18:41:00: niter=155, f=35.6035, fbest=35.6052\nposition: x[0]=2.46966 x[1]=0.246599 x[2]=0.886087 x[3]=1.425 x[4]=0.720008 x[5]=0.697759 \n\n2019-10-06T18:41:00: niter=156, f=35.6035, fbest=35.6035\nposition: x[0]=2.46971 x[1]=0.246599 x[2]=0.885841 x[3]=1.425 x[4]=0.720163 x[5]=0.697865 \n\n2019-10-06T18:41:00: Iteration 155: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=156, f=35.6023, fbest=35.6035\nposition: x[0]=2.46956 x[1]=0.2466 x[2]=0.886152 x[3]=1.425 x[4]=0.720017 x[5]=0.697826 \n\n2019-10-06T18:41:00: niter=157, f=35.6012, fbest=35.6023\nposition: x[0]=2.4695 x[1]=0.2466 x[2]=0.886178 x[3]=1.425 x[4]=0.72007 x[5]=0.697922 \n\n2019-10-06T18:41:00: niter=158, f=35.6013, fbest=35.6012\nposition: x[0]=2.46961 x[1]=0.246599 x[2]=0.885936 x[3]=1.425 x[4]=0.720244 x[5]=0.698016 \n\n2019-10-06T18:41:00: Iteration 157: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=158, f=35.6003, fbest=35.6012\nposition: x[0]=2.46942 x[1]=0.246601 x[2]=0.886234 x[3]=1.425 x[4]=0.720086 x[5]=0.697984 \n\n2019-10-06T18:41:00: niter=159, f=35.5994, fbest=35.6003\nposition: x[0]=2.46939 x[1]=0.2466 x[2]=0.886233 x[3]=1.425 x[4]=0.720149 x[5]=0.698068 \n\n2019-10-06T18:41:00: niter=160, f=35.6, fbest=35.5994\nposition: x[0]=2.46972 x[1]=0.246609 x[2]=0.88596 x[3]=1.425 x[4]=0.720385 x[5]=0.698165 \n\n2019-10-06T18:41:00: Iteration 159: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=160, f=35.5987, fbest=35.5994\nposition: x[0]=2.46938 x[1]=0.246603 x[2]=0.886275 x[3]=1.425 x[4]=0.720184 x[5]=0.698127 \n\n2019-10-06T18:41:00: niter=161, f=35.598, fbest=35.5987\nposition: x[0]=2.46936 x[1]=0.246602 x[2]=0.886257 x[3]=1.425 x[4]=0.72025 x[5]=0.698205 \n\n2019-10-06T18:41:00: niter=162, f=35.5985, fbest=35.598\nposition: x[0]=2.46953 x[1]=0.246599 x[2]=0.885965 x[3]=1.425 x[4]=0.720436 x[5]=0.69828 \n\n2019-10-06T18:41:00: Iteration 161: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=162, f=35.5974, fbest=35.598\nposition: x[0]=2.46931 x[1]=0.246602 x[2]=0.886294 x[3]=1.425 x[4]=0.720271 x[5]=0.69826 \n\n2019-10-06T18:41:00: niter=163, f=35.5967, fbest=35.5974\nposition: x[0]=2.46931 x[1]=0.2466 x[2]=0.886268 x[3]=1.425 x[4]=0.720341 x[5]=0.698332 \n\n2019-10-06T18:41:00: niter=164, f=35.5973, fbest=35.5967\nposition: x[0]=2.46949 x[1]=0.246598 x[2]=0.885951 x[3]=1.425 x[4]=0.720531 x[5]=0.6984 \n\n2019-10-06T18:41:00: Iteration 163: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=164, f=35.5962, fbest=35.5967\nposition: x[0]=2.46926 x[1]=0.2466 x[2]=0.886296 x[3]=1.425 x[4]=0.720364 x[5]=0.698384 \n\n2019-10-06T18:41:00: niter=165, f=35.5958, fbest=35.5962\nposition: x[0]=2.46944 x[1]=0.246599 x[2]=0.88626 x[3]=1.425 x[4]=0.720432 x[5]=0.698456 \n\n2019-10-06T18:41:00: niter=166, f=35.5965, fbest=35.5958\nposition: x[0]=2.46964 x[1]=0.246598 x[2]=0.88593 x[3]=1.425 x[4]=0.720516 x[5]=0.698506 \n\n2019-10-06T18:41:00: Iteration 165: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=166, f=35.5953, fbest=35.5958\nposition: x[0]=2.46939 x[1]=0.246599 x[2]=0.886287 x[3]=1.425 x[4]=0.720426 x[5]=0.698507 \n\n2019-10-06T18:41:00: niter=167, f=35.5947, fbest=35.5953\nposition: x[0]=2.46939 x[1]=0.246598 x[2]=0.886241 x[3]=1.425 x[4]=0.720499 x[5]=0.698573 \n\n2019-10-06T18:41:00: niter=168, f=35.5953, fbest=35.5947\nposition: x[0]=2.46956 x[1]=0.246597 x[2]=0.885918 x[3]=1.425 x[4]=0.720693 x[5]=0.698631 \n\n2019-10-06T18:41:00: Iteration 167: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=168, f=35.5942, fbest=35.5947\nposition: x[0]=2.46935 x[1]=0.246599 x[2]=0.886267 x[3]=1.425 x[4]=0.720524 x[5]=0.698622 \n\n2019-10-06T18:41:00: niter=169, f=35.5937, fbest=35.5942\nposition: x[0]=2.46935 x[1]=0.246598 x[2]=0.886214 x[3]=1.425 x[4]=0.720598 x[5]=0.698686 \n\n2019-10-06T18:41:00: niter=170, f=35.5943, fbest=35.5937\nposition: x[0]=2.46952 x[1]=0.246596 x[2]=0.885883 x[3]=1.425 x[4]=0.720791 x[5]=0.698742 \n\n2019-10-06T18:41:00: Iteration 169: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=170, f=35.5932, fbest=35.5937\nposition: x[0]=2.4693 x[1]=0.246598 x[2]=0.886237 x[3]=1.425 x[4]=0.720622 x[5]=0.698734 \n\n2019-10-06T18:41:00: niter=171, f=35.5926, fbest=35.5932\nposition: x[0]=2.4693 x[1]=0.246597 x[2]=0.886189 x[3]=1.425 x[4]=0.720734 x[5]=0.6988 \n\n2019-10-06T18:41:00: niter=172, f=35.5932, fbest=35.5926\nposition: x[0]=2.46946 x[1]=0.246595 x[2]=0.885852 x[3]=1.425 x[4]=0.720922 x[5]=0.698859 \n\n2019-10-06T18:41:00: Iteration 171: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=172, f=35.5921, fbest=35.5926\nposition: x[0]=2.46925 x[1]=0.246597 x[2]=0.886211 x[3]=1.425 x[4]=0.720757 x[5]=0.69885 \n\n2019-10-06T18:41:00: niter=173, f=35.5916, fbest=35.5921\nposition: x[0]=2.46925 x[1]=0.246596 x[2]=0.886157 x[3]=1.425 x[4]=0.720829 x[5]=0.698914 \n\n2019-10-06T18:41:00: niter=174, f=35.5922, fbest=35.5916\nposition: x[0]=2.46942 x[1]=0.246594 x[2]=0.885814 x[3]=1.425 x[4]=0.721017 x[5]=0.69897 \n\n2019-10-06T18:41:00: Iteration 173: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=174, f=35.5911, fbest=35.5916\nposition: x[0]=2.4692 x[1]=0.246596 x[2]=0.886176 x[3]=1.425 x[4]=0.720852 x[5]=0.698962 \n\n2019-10-06T18:41:00: niter=175, f=35.5905, fbest=35.5911\nposition: x[0]=2.46921 x[1]=0.246595 x[2]=0.886241 x[3]=1.425 x[4]=0.720926 x[5]=0.699021 \n\n2019-10-06T18:41:00: niter=176, f=35.5912, fbest=35.5905\nposition: x[0]=2.46945 x[1]=0.246596 x[2]=0.885876 x[3]=1.425 x[4]=0.72113 x[5]=0.699077 \n\n2019-10-06T18:41:00: Iteration 175: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=176, f=35.5901, fbest=35.5905\nposition: x[0]=2.46919 x[1]=0.246595 x[2]=0.886252 x[3]=1.425 x[4]=0.720954 x[5]=0.699068 \n\n2019-10-06T18:41:00: niter=177, f=35.5896, fbest=35.5901\nposition: x[0]=2.46919 x[1]=0.246594 x[2]=0.88618 x[3]=1.425 x[4]=0.721026 x[5]=0.699128 \n\n2019-10-06T18:41:00: niter=178, f=35.5902, fbest=35.5896\nposition: x[0]=2.46937 x[1]=0.246592 x[2]=0.885813 x[3]=1.425 x[4]=0.721213 x[5]=0.699179 \n\n2019-10-06T18:41:00: Iteration 177: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=178, f=35.5892, fbest=35.5896\nposition: x[0]=2.46915 x[1]=0.246594 x[2]=0.886191 x[3]=1.425 x[4]=0.721049 x[5]=0.699174 \n\n2019-10-06T18:41:00: niter=179, f=35.5888, fbest=35.5892\nposition: x[0]=2.46915 x[1]=0.246593 x[2]=0.886121 x[3]=1.425 x[4]=0.721121 x[5]=0.699234 \n\n2019-10-06T18:41:00: niter=180, f=35.5894, fbest=35.5888\nposition: x[0]=2.46933 x[1]=0.246591 x[2]=0.885753 x[3]=1.425 x[4]=0.721307 x[5]=0.699285 \n\n2019-10-06T18:41:00: Iteration 179: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=180, f=35.5883, fbest=35.5888\nposition: x[0]=2.46911 x[1]=0.246593 x[2]=0.886132 x[3]=1.425 x[4]=0.721144 x[5]=0.69928 \n\n2019-10-06T18:41:00: niter=181, f=35.5879, fbest=35.5883\nposition: x[0]=2.46911 x[1]=0.246592 x[2]=0.886062 x[3]=1.425 x[4]=0.721215 x[5]=0.699339 \n\n2019-10-06T18:41:00: niter=182, f=35.5885, fbest=35.5879\nposition: x[0]=2.46928 x[1]=0.246591 x[2]=0.885695 x[3]=1.425 x[4]=0.721401 x[5]=0.699389 \n\n2019-10-06T18:41:00: Iteration 181: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=182, f=35.5875, fbest=35.5879\nposition: x[0]=2.46907 x[1]=0.246592 x[2]=0.886073 x[3]=1.425 x[4]=0.721238 x[5]=0.699386 \n\n2019-10-06T18:41:00: niter=183, f=35.5871, fbest=35.5875\nposition: x[0]=2.46907 x[1]=0.246591 x[2]=0.886003 x[3]=1.425 x[4]=0.721307 x[5]=0.699444 \n\n2019-10-06T18:41:00: niter=184, f=35.5877, fbest=35.5871\nposition: x[0]=2.46924 x[1]=0.24659 x[2]=0.885621 x[3]=1.425 x[4]=0.721492 x[5]=0.699494 \n\n2019-10-06T18:41:00: Iteration 183: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=184, f=35.5866, fbest=35.5871\nposition: x[0]=2.46902 x[1]=0.246591 x[2]=0.88601 x[3]=1.425 x[4]=0.72133 x[5]=0.69949 \n\n2019-10-06T18:41:00: niter=185, f=35.5862, fbest=35.5866\nposition: x[0]=2.46903 x[1]=0.246591 x[2]=0.885933 x[3]=1.425 x[4]=0.7214 x[5]=0.699549 \n\n2019-10-06T18:41:00: niter=186, f=35.5871, fbest=35.5862\nposition: x[0]=2.46918 x[1]=0.24659 x[2]=0.885461 x[3]=1.425 x[4]=0.721583 x[5]=0.6996 \n\n2019-10-06T18:41:00: Iteration 185: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=186, f=35.5858, fbest=35.5862\nposition: x[0]=2.46898 x[1]=0.246591 x[2]=0.885913 x[3]=1.425 x[4]=0.721422 x[5]=0.699595 \n\n2019-10-06T18:41:00: niter=187, f=35.5863, fbest=35.5858\nposition: x[0]=2.4689 x[1]=0.246476 x[2]=0.885863 x[3]=1.425 x[4]=0.721481 x[5]=0.699665 \n\n2019-10-06T18:41:00: Iteration 186: Restarting iteration with increased lambda.\nLambda = 32\n\n2019-10-06T18:41:00: niter=187, f=35.5856, fbest=35.5858\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: niter=188, f=35.5895, fbest=35.5856\nposition: x[0]=2.46892 x[1]=0.246563 x[2]=0.885061 x[3]=1.425 x[4]=0.720695 x[5]=0.699663 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 64\n\n2019-10-06T18:41:00: niter=188, f=35.5862, fbest=35.5856\nposition: x[0]=2.46892 x[1]=0.246561 x[2]=0.885716 x[3]=1.425 x[4]=0.721238 x[5]=0.699638 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 256\n\n2019-10-06T18:41:00: niter=188, f=35.5857, fbest=35.5856\nposition: x[0]=2.46893 x[1]=0.246561 x[2]=0.885877 x[3]=1.425 x[4]=0.721381 x[5]=0.699627 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 1024\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885917 x[3]=1.425 x[4]=0.721417 x[5]=0.699624 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 4096\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885927 x[3]=1.425 x[4]=0.721426 x[5]=0.699624 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 16384\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.88593 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 65536\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.88593 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 262144\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.88593 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 1.04858e+06\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 4.1943e+06\n\n2019-10-06T18:41:00: niter=188, f=35.5857, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 1.67772e+07\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 6.71089e+07\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 2.68435e+08\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 1.07374e+09\n\n2019-10-06T18:41:00: niter=188, f=35.5857, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 4.29497e+09\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 1.71799e+10\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 187: Restarting iteration with increased lambda.\nLambda = 6.87195e+10\n\n2019-10-06T18:41:00: niter=188, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Objective function value and parameter change lower than tolerance (1/3). Resetting lambda.\n\n2019-10-06T18:41:00: niter=189, f=35.6896, fbest=35.5856\nposition: x[0]=2.47002 x[1]=0.246657 x[2]=0.873927 x[3]=1.425 x[4]=0.72108 x[5]=0.700806 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4\n\n2019-10-06T18:41:00: niter=189, f=35.5954, fbest=35.5856\nposition: x[0]=2.46873 x[1]=0.246574 x[2]=0.882652 x[3]=1.425 x[4]=0.721421 x[5]=0.699903 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 16\n\n2019-10-06T18:41:00: niter=189, f=35.5868, fbest=35.5856\nposition: x[0]=2.46885 x[1]=0.246563 x[2]=0.885088 x[3]=1.425 x[4]=0.721434 x[5]=0.69969 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 64\n\n2019-10-06T18:41:00: niter=189, f=35.5858, fbest=35.5856\nposition: x[0]=2.46891 x[1]=0.246561 x[2]=0.885718 x[3]=1.425 x[4]=0.721431 x[5]=0.69964 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 256\n\n2019-10-06T18:41:00: niter=189, f=35.5857, fbest=35.5856\nposition: x[0]=2.46893 x[1]=0.246561 x[2]=0.885877 x[3]=1.425 x[4]=0.72143 x[5]=0.699627 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1024\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885917 x[3]=1.425 x[4]=0.72143 x[5]=0.699624 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4096\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885927 x[3]=1.425 x[4]=0.721429 x[5]=0.699624 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 16384\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.88593 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 65536\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.88593 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 262144\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.88593 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.04858e+06\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.1943e+06\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.67772e+07\n\n2019-10-06T18:41:00: niter=189, f=35.5857, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 6.71089e+07\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.68435e+08\n\n2019-10-06T18:41:00: niter=189, f=35.5857, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.07374e+09\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.29497e+09\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.71799e+10\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 6.87195e+10\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.74878e+11\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.09951e+12\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.39805e+12\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.75922e+13\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 7.03687e+13\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.81475e+14\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.1259e+15\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.5036e+15\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.80144e+16\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 7.20576e+16\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.8823e+17\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.15292e+18\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.61169e+18\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.84467e+19\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 7.3787e+19\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.95148e+20\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.18059e+21\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.72237e+21\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.88895e+22\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 7.55579e+22\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.02231e+23\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.20893e+24\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.8357e+24\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.93428e+25\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 7.73713e+25\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.09485e+26\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.23794e+27\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.95176e+27\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.9807e+28\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 7.92282e+28\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.16913e+29\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.26765e+30\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 5.0706e+30\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.02824e+31\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 8.11296e+31\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.24519e+32\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.29807e+33\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 5.1923e+33\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.07692e+34\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 8.30767e+34\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.32307e+35\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.32923e+36\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 5.31691e+36\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.12676e+37\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 8.50706e+37\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.40282e+38\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.36113e+39\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 5.44452e+39\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.17781e+40\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 8.71123e+40\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.48449e+41\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.3938e+42\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 5.57519e+42\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.23007e+43\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 8.9203e+43\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.56812e+44\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.42725e+45\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 5.70899e+45\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.2836e+46\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 9.13439e+46\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.65375e+47\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.4615e+48\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 5.84601e+48\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.3384e+49\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 9.35361e+49\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.74144e+50\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.49658e+51\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 5.98631e+51\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.39452e+52\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 9.5781e+52\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.83124e+53\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.5325e+54\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 6.12998e+54\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.45199e+55\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 9.80797e+55\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 3.92319e+56\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.56928e+57\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 6.2771e+57\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.51084e+58\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.00434e+59\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.01735e+59\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.60694e+60\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 6.42775e+60\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.5711e+61\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.02844e+62\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.11376e+62\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.6455e+63\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 6.58202e+63\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.63281e+64\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.05312e+65\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.21249e+65\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.685e+66\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 6.73999e+66\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.69599e+67\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.0784e+68\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.31359e+68\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.72544e+69\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 6.90175e+69\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.7607e+70\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.10428e+71\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.41712e+71\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.76685e+72\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 7.06739e+72\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.82696e+73\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.13078e+74\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.52313e+74\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.80925e+75\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 7.23701e+75\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.8948e+76\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.15792e+77\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 4.63168e+77\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.85267e+78\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 7.41069e+78\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 2.96428e+79\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 188: Restarting iteration with increased lambda.\nLambda = 1.18571e+80\n\n2019-10-06T18:41:00: niter=189, f=35.5856, fbest=35.5856\nposition: x[0]=2.46894 x[1]=0.24656 x[2]=0.885931 x[3]=1.425 x[4]=0.721429 x[5]=0.699623 \n\n2019-10-06T18:41:00: Iteration 189: Lambda reached maximal value. Terminating.\n\n2019-10-06T18:41:00: Algorithm reached the edge of the parameter domain 323 times.\n\n2019-10-06T18:41:00: Algorithm finished.\nTerminated after 190 of 2000 iterations.\n\n"

plotly::ggplotly(plots$Erk2.P)
plotly::ggplotly(plots$Mos.P)